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Agents and Artificial Intelligence [electronic resource] : 14th International Conference, ICAART 2022, Virtual Event, February 3-5, 2022, Revised Selected Papers / edited by Ana Paula Rocha, Luc Steels, Jaap van den Herik.

Contributor(s): Rocha, Ana Paula [editor.] | Steels, Luc [editor.] | van den Herik, Jaap [editor.] | SpringerLink (Online service).
Material type: materialTypeLabelBookSeries: Lecture Notes in Artificial Intelligence: 13786Publisher: Cham : Springer International Publishing : Imprint: Springer, 2022Edition: 1st ed. 2022.Description: XII, 227 p. 109 illus., 104 illus. in color. online resource.Content type: text Media type: computer Carrier type: online resourceISBN: 9783031229534.Subject(s): Artificial intelligence | Artificial IntelligenceAdditional physical formats: Printed edition:: No title; Printed edition:: No titleDDC classification: 006.3 Online resources: Click here to access online
Contents:
Agents -- Efficient Visual Sign Assignment for Crowd Evacuation Guidance Considering Risks and Multiple Objectives -- Negotiation Protocol with Learned Handover of Important Tasks for Planned Suspensions in Multi-Agent Patrol Problems -- Artificial Intelligence -- Comparing Beta-VAE to WGAN-GP for Time Series Augmentation to Improve Classification Performance -- Safe Policy Improvement Approaches and Their Limitations -- Integrative System of Deep Classifiers Certification: Case of Convolutional Attacks -- Co-operative Multi-agent Twin Delayed DDPG for Robust Phase Duration Optimization of Large Road Networks -- Generating the Gopher's Grounds: Form, Function, Order, and Alignment -- Domain Dependent Parameter Setting in SAT Solver using Machine Learning Techniques -- More Sustainable Text Classification via Uncertainty Sampling and a Human-in-the-Loop.
In: Springer Nature eBookSummary: This book contains the revised and extended versions of selected papers from the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, which took place virtually during February 3-5, 2022. The conference was originally planned to take place in Vienna, Austria, but had to change to an online format due to the COVID-19 pandemic. The 9 full papers included in this book were carefully reviewed and selected from 302 submissions. They were organized in topical sections as follows: agents; artificial intelligence.
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Agents -- Efficient Visual Sign Assignment for Crowd Evacuation Guidance Considering Risks and Multiple Objectives -- Negotiation Protocol with Learned Handover of Important Tasks for Planned Suspensions in Multi-Agent Patrol Problems -- Artificial Intelligence -- Comparing Beta-VAE to WGAN-GP for Time Series Augmentation to Improve Classification Performance -- Safe Policy Improvement Approaches and Their Limitations -- Integrative System of Deep Classifiers Certification: Case of Convolutional Attacks -- Co-operative Multi-agent Twin Delayed DDPG for Robust Phase Duration Optimization of Large Road Networks -- Generating the Gopher's Grounds: Form, Function, Order, and Alignment -- Domain Dependent Parameter Setting in SAT Solver using Machine Learning Techniques -- More Sustainable Text Classification via Uncertainty Sampling and a Human-in-the-Loop.

This book contains the revised and extended versions of selected papers from the 14th International Conference on Agents and Artificial Intelligence, ICAART 2022, which took place virtually during February 3-5, 2022. The conference was originally planned to take place in Vienna, Austria, but had to change to an online format due to the COVID-19 pandemic. The 9 full papers included in this book were carefully reviewed and selected from 302 submissions. They were organized in topical sections as follows: agents; artificial intelligence.

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